{
  "slug": "glass-glazing",
  "name": "Glass & Glazing",
  "in_level_book": true,
  "scores": {
    "resilience": 76.8,
    "leverage": 76.9,
    "trade_ai_score": 76.8,
    "quadrant": "safe-haven",
    "quadrant_label": "Safe Haven",
    "quadrant_desc": "Hard for AI to touch, but already efficient. Defend the moat; upside is incremental.",
    "resilience_rel": 65.6,
    "leverage_rel": 38
  },
  "subscores": {
    "resilience": {
      "physical_core": 88,
      "disintermediation": 72,
      "entry_barrier": 74,
      "switching_cost": 66
    },
    "leverage": {
      "coordination_drag": 80,
      "operating_leverage": 82,
      "revenue_expansion": 70,
      "data_amplification": 72
    },
    "basis": "Custom fabrication + install, project-driven, PM-referral relationships. Job-costing complexity = strong AI-leverage. Level customer vertical (San Mateo Glass)."
  },
  "research": {
    "labor": {
      "median_hourly_wage_usd": 26.65,
      "median_wage_source": "U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, https://www.bls.gov/ooh/construction-and-extraction/glaziers.htm",
      "median_wage_year": "2024",
      "us_employment": 60500,
      "employment_source": "U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, https://www.bls.gov/ooh/construction-and-extraction/glaziers.htm",
      "projected_10yr_growth_pct": 3,
      "growth_source": "U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, https://www.bls.gov/ooh/construction-and-extraction/glaziers.htm",
      "labor_shortage_note": "52% of glass installers rank recruitment as their top labor challenge, and 86% of glass fabricators report hiring was as or more difficult in 2025 than in previous years.",
      "labor_shortage_source": "National Glass Association, 2025, https://www.glass.org"
    },
    "market": {
      "industry_revenue_usd": 25200000000,
      "revenue_source": "IBISWorld, Glass & Glazing Contractors in the US, https://www.ibisworld.com/united-states/market-research-reports/glass-glazing-contractors-industry/",
      "revenue_year": "2026",
      "num_establishments": 28387,
      "establishments_source": "IBISWorld, Glass & Glazing Contractors in the US, https://www.ibisworld.com/united-states/market-research-reports/glass-glazing-contractors-industry/",
      "fragmentation_note": "The US Glass & Glazing Contractors industry is highly fragmented with low market share concentration, where no single enterprise holds a dominant share of the overall market.",
      "fragmentation_source": "IBISWorld, Glass & Glazing Contractors in the US, https://www.ibisworld.com/united-states/market-research-reports/glass-glazing-contractors-industry/"
    },
    "economics": {
      "gross_margin_pct": 22.7,
      "gross_margin_source": "Apogee Enterprises, Inc., 2026 Form 10-K, https://www.sec.gov",
      "net_margin_pct": 4.88,
      "net_margin_source": "Apogee Enterprises, Inc., 2026 Form 10-K, https://www.sec.gov",
      "labor_pct_of_revenue": 24.77,
      "labor_pct_source": "U.S. Census Bureau, Economic Census (NAICS 238150 Glass and Glazing Contractors), https://www.census.gov",
      "revenue_per_employee_usd": 229268,
      "rev_per_employee_source": "U.S. Census Bureau, Economic Census (NAICS 238150 Glass and Glazing Contractors), https://www.census.gov"
    },
    "cash_cycle": {
      "dso_days": 80,
      "dso_source": "Tecnoglass Inc., SEC Form 10-K for Fiscal Year Ended December 31, 2022 (filed March 7, 2023), https://www.sec.gov/edgar/searchedgar/companysearch",
      "retainage_pct": 10,
      "retainage_source": "Tecnoglass Inc., SEC Form 10-K for Fiscal Year Ended December 31, 2022 (filed March 7, 2023), https://www.sec.gov/edgar/searchedgar/companysearch",
      "days_to_payment": 83,
      "days_to_payment_source": "Levelset / Procore Construction Payment Report (2023), https://www.levelset.com/data/construction-payment-report-2022/",
      "cashflow_note": "According to Levelset survey data, only 12% of construction companies report always getting paid on time and 15% report being paid in full. Although nearly 90% of contractors offer payment terms of 30 days or fewer, fewer than 40% actually receive payment within 30 days. Furthermore, 40% of subcontractors wait more than 90 days to collect retainage. Reported impacts of slow payments include wasted administrative resources (45%), reduced overall project profit margins (41%), and inability to meet payroll on time (18%).",
      "cashflow_source": "Levelset 2022 Construction Cash Flow & Payment Report (2022), https://www.levelset.com/data/construction-payment-report-2022/"
    },
    "ai_exposure": {
      "ai_resistant_work": "Physical, on-site trade labor in glass and glazing remains highly resistant to AI replacement due to the non-standardized, tactile, and high-risk conditions of field construction. Specific physical tasks hard for AI to replace include: field-measuring, custom site adjustments, and hands-on installation of heavy structural architectural glass, curtain walls, storefronts, and skylights; operating suction cranes, specialized glass handling equipment, and rigging on active jobsites; manual application of weatherproofing sealants and flashings; and evaluating real-time jobsite hazards at height. As highlighted in Glass Magazine (2023, 2026), human physical dexterity, haptic judgment, complex problem-solving on active construction sites, and safety oversight cannot be replicated by software or current robotics.",
      "automatable_work": "Back-office, preconstruction, coordination, and estimating workflows are the most automatable segments of the glazing trade. Highly automatable tasks include: automated blueprint takeoffs, opening schedule extraction, and window/door tag counting via optical character recognition (OCR) and computer vision; rapid cost estimation and proposal generation; checking building code, wind-load, and energy performance compliance; automated purchase order placement and stock replenishment based on material usage patterns; dynamic field scheduling and production capacity planning to predict shop bottlenecks; and customer inquiry processing. Tools like Togal.AI, Glazier Software, and Cyncly allow estimators and project managers to extract quantities and analyze contract drawings in minutes with over 97% accuracy.",
      "adoption_examples": "Documented AI adoption examples in the US glass and glazing trade include: (1) Glass Magazine Top 50 Glaziers Survey (2026) – Reports that over 33% of top U.S. contract glaziers actively use AI tools and 10% have implemented them company-wide, primarily leveraging AI during preconstruction for estimating and document review. (2) Guardian Glass (2025) – Launched 'Claria,' an interactive AI technical assistant that analyzes complex glass specs, regional building code requirements, and environmental performance data to recommend tailored glazing solutions. (3) AGC Inc. (2025) – Deployed AI computer-vision defect detection on flat glass production lines, achieving >95% inspection accuracy and cutting scrap waste by over 10%. (4) Cyncly (2024) – Built an AI Innovation Center to launch automated purchase order replenishment engines and intelligent production throughput monitoring for glass fabricators. (5) Togal.AI & Glazier Software (2024–2026) – Integrated AI takeoff and job performance tracking tools specifically designed for glazing contractors to automatically count window/door schedule tags directly from PDF plan sets.",
      "sources": [
        "Glass Magazine (2026) - 'Top 50 Glaziers Survey: Glazing firms begin to adopt AI for office tasks', https://www.glassmagazine.com/article/top-50-glaziers-2026",
        "Glass Magazine (2024) - Ron Crowl, 'The Future of AI in the Glass Industry', https://www.glassmagazine.com/article/future-ai-glass-industry",
        "Glass Magazine (2023) - Matt Johnson, 'Artificial Intelligence Has the Potential to Streamline Design, Bidding, Procurement, Safety and Scheduling', https://www.glassmagazine.com/article/artificial-intelligence-has-potential-streamline-design-bidding-procurement-safety-and-scheduling",
        "USGlass Magazine (2025) - 'Guardian Glass Launches AI Assistant Claria for Product Selection', https://www.usglassmag.com/",
        "Glazier Software (2026) - Amanda, 'How AI Takeoff Works and AI in Glazing', https://www.glaziersoftware.com",
        "DigitalDefynd (2025) - 'Use of AI in the Glass Industry: 5 Case Studies (AGC, Guardian Glass)', https://digitaldefynd.com/",
        "Togal.AI (2024) - 'AI Takeoff Software for Glazing, Windows & Doors', https://www.togal.ai"
      ]
    },
    "ma_consolidation": {
      "consolidation_activity": "Yes, the US Glass & Glazing trade is undergoing active private equity consolidation and buy-and-build roll-ups across both glass fabrication and contract glazing/installation. Institutional investors and PE-backed platform companies are systematically acquiring fragmented regional fabricators and glazing contractors to expand geographic reach, achieve purchasing power with raw material suppliers, invest in automated machinery/software, and capture market share in architectural building envelope services.",
      "typical_ebitda_multiple": "Acquisition multiples range from 2.9x to 4.2x EBITDA for smaller local glass and glazing shops, 5.7x to 7.1x EBITDA for lower-middle-market specialty trade contractors ($10M–$100M total enterprise value), and up to 9.0x–10.9x EBITDA for larger platform-scale building products and contract glazing companies.",
      "multiple_source": "Peak Business Valuation (2025) reports 2.92x to 4.24x EBITDA for small glass and glazing contractors; GF Data (2026) reports NAICS 238 Specialty Trade Contractors cohort averages of 5.7x ($10M–$25M TEV), 6.1x ($25M–$50M TEV), and 7.1x ($50M–$100M TEV); Brown Gibbons Lang & Co. / Glass Magazine (2020) and PCE Investment Bankers (2026) report lower-middle-market and platform-level building products multiples between 9.0x and 10.93x EBITDA.",
      "notable_acquirers_or_deals": "Notable PE platforms and deals include: Transom Capital Group's acquisition of Binswanger Glass (2025); The Sterling Group's creation of AGS (American Glass Services) through the acquisition of Omni Glass & Paint (2025); Trulite Glass & Aluminum Solutions (backed by Sun Capital) acquiring Insulite Glass and American Insulated Glass; Oldcastle BuildingEnvelope acquiring Midwest Glass Fabricators and Syracuse Glass Company; Saothair Capital Partners acquiring Pioneer Window (2024); Cross Rapids Capital acquiring All Glass & Windows (2025); and Stellex Capital Management acquiring Custom Glass Solutions.",
      "sources": [
        "Peak Business Valuation (2025), 'Glass and Glazing Business Multiples', https://peakbusinessvaluation.com/valuation-multiples-for-glass-and-glazing-contractors/",
        "TM Capital (2025), 'M&A Trends in Glass Fabrication & Glazing', https://tmcapital.com/report/ma-trends-in-glass-fabrication-glazing/",
        "Glass Magazine / Brown Gibbons Lang & Co. (2020), 'Consolidation Has Reshaped the Glass Supply Chain', https://glassmagazine.com/article/consolidation-has-reshaped-glass-supply-chain",
        "CT Acquisitions / GF Data / PCE Investment Bankers (2026), 'Glass and Glazing Business Valuation & M&A Guide', https://ctacquisitions.com/glass-and-glazing-business-valuation/"
      ]
    },
    "tech_stack": {
      "dominant_fsm_software": "Field service management (FSM) and trade operations software widely adopted by US glass & glazing contractors include trade-tailored solutions like Smart Glazier Business, GlassManager, Glazier Software, and FieldPulse, alongside general construction and trade FSM systems such as ServiceTitan, Simpro, Projul, and Jobber.",
      "common_accounting_software": "QuickBooks (QuickBooks Online and QuickBooks Desktop) is the predominant accounting platform for small-to-midsize glazing contractors, while larger commercial contract glaziers frequently rely on enterprise construction accounting platforms such as Sage (Sage 100 Contractor and Sage 300 Construction and Real Estate).",
      "adoption_or_integration_note": "According to Glass Magazine's Top 50 Glaziers industry surveys, 67% of top glazing contractors reported investing in new software, and 58% made software a primary capital acquisition. However, industry trade press notes a persistent field-to-accounting integration gap: many glass businesses still rely on manual data entry, spreadsheets, or batch exports between field estimating/scheduling tools and accounting software, creating operational bottlenecks and cost-tracking delays.",
      "sources": [
        "Glass Magazine (National Glass Association), 'Higher sales, tighter margins and a volatile horizon: the state of the Top 50 Glaziers' (2026), https://www.glassmagazine.com/article/top-50-glaziers-2026",
        "Glass Magazine / MY Shower Door, 'MY Shower Door Recognized Among Top 50 Glaziers' citing NGA Top 50 Glaziers Survey (2022), https://myshowerdoor.com/inc-5000-recognizes-two-daubmann-family-businesses/",
        "Glazier Software, 'Why Glass Companies Need More Than Just QuickBooks' (2025), https://www.glaziersoftware.com/blog/quickbooks-integration-for-glaziers",
        "Smart Glazier Software, 'Field Management Software for Glaziers' (2025), https://smartglazier.com/field-management-software-for-glaziers/",
        "Worldmetrics / Software Advice, 'Top 10 Best Glass Company Software' (2026), https://worldmetrics.org/software/glass-company-software/"
      ]
    }
  },
  "market_structure": {
    "permits": [],
    "seasonality": [],
    "size_tiers": [],
    "top_states": []
  },
  "reputation": {
    "available": false,
    "note": "Insufficient public review-listing coverage to publish a reliable per-trade reputation aggregate."
  },
  "firmographics": {
    "available": true,
    "source": "Aggregated public business firmographic records (multi-source SMB dataset). Revenue/employee/age/employer-rating distributions per trade. Aggregate only; no individual company identified.",
    "n_companies": 833,
    "revenue_usd": {
      "n": 367,
      "p25": 6500000,
      "median": 14233314,
      "p75": 26099358,
      "p90": 40100000
    },
    "employees": {
      "n": 193,
      "p25": 40,
      "median": 63,
      "p75": 87,
      "p90": 137
    },
    "founded_year_median": 2000,
    "employer_rating_avg": 3.63,
    "employer_rating_n": 215,
    "top_states": []
  },
  "level_published": null,
  "comps": [
    {
      "ticker": "AGX",
      "name": "Argan, Inc.",
      "return_6m_pct": 34.2,
      "return_1y_pct": 165.3,
      "gross_margin_pct": 20.74,
      "ev_ebitda": 47.28,
      "market_cap_billions": 8.44
    },
    {
      "ticker": "PGTI",
      "name": "PGT Innovations, Inc.",
      "return_6m_pct": null,
      "return_1y_pct": null,
      "gross_margin_pct": 39.3,
      "ev_ebitda": 10.9,
      "market_cap_billions": 2.4
    }
  ]
}